How sandboxes + shared memory could unlock the next big discovery
How many breakthroughs came from carrying a solution out of one field into another?A lot, but let’s check some that are relevant to AI only:...
Topic
#AI-agent
8 篇笔记
让你的Agent从pi上长出来
太长不看：把这个丢给你的codex/claude：https://github.com/enderzcx/pi-docs-playbook别急着写 Agent，先把 pi 文档喂给 Codex 读对一开始接了个业务，只是把大模型封装了一下，以为这样就能当业务 Agent 卖出去...
Dynamic Workflows: Claude Code Is Moving the Agent Plan from Chat into Executable Scripts
Claude Code shipped Dynamic Workflows a few days ago. Most people's first reaction: "finally, hundreds of subagents at once."That's half rig...
How to build a 4-agent team, that ships a feature while you sleep (Exact Setup Inside)
Four AI agents can ship a feature while you sleep. Most people never wire them up.They fire a reviewer here, a test generator there, by hand...
多 Agent 的本质不是分工，而是注意力治理
很多 AI 产品把 Agent 设计成角色，但真正决定系统能力的，是上下文、工具、状态和环境隔离。很多多 Agent 产品，都在试图把 AI 做成一个小公司。打开产品介绍页，你很容易看到类似配置：Research Agent 找资料，Writer Agent 写内容，Review...
容器沙盒方案深度对比
容器沙盒方案深度对比 定位概览：以下 7 个项目都围绕"为 AI Agent / 不可信代码提供安全隔离的执行环境"这一核心需求，但技术路线、成熟度、适用场景差异极大。 ---|--------|------|---------|---------|----------| | #OpenSandbox | 阿里巴巴 | Python / Go / 多语言 SDK | 10.4k | Apache…
How We Built Our Sandboxed Claude Agent without Leaking Its API Keys
Listen Labs 分享如何构建安全的沙盒化 Claude Agent，通过 Workstation 架构实现 API 密钥零暴露
I want to build an AI agent today (full course):
从零开始构建AI Agent的完整入门教程，涵盖核心原理、5种工作流模式、Anthropic/OpenAI SDK实践、工具使用、记忆设计和多Agent协作